探索未至之境
深度求索

# 导入标准客户端库，全面兼容 OpenAI 协议规范 import os from openai import OpenAI # 初始化 DeepSeek 客户端（配置 API Key 与专属基准端点） client = OpenAI( api_key=os.environ.get("DEEPSEEK_API_KEY", "sk-your-personal-api-key"), base_url="https://api.deepseek.com/v1" ) # 创建深度推理会话流（model 指定 deepseek-reasoner 激活长思维链） response = client.chat.completions.create( model="deepseek-reasoner", messages=[ {"role": "system", "content": "你是由深度求索研发的 DeepSeek AI，擅长严格的数理推导与代码构建。"}, {"role": "user", "content": "请用数学归纳法推导并证明纯强化学习在非完全可观测博弈中的纳什均衡渐进性。"} ], stream=True ) # 流式捕获隐层思考过程 (reasoning_content) 与最终答案 for chunk in response: delta = chunk.choices[0].delta # 如果包含深度自省思考链 if hasattr(delta, "reasoning_content") and delta.reasoning_content: print(delta.reasoning_content, end="", flush=True) elif delta.content: print(delta.content, end="", flush=True)